{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "\n",
    "def PreProcessData(originData):\n",
    "    trainData = dict()\n",
    "    for user, item in originData:\n",
    "        trainData.setdefault(user, set())\n",
    "        trainData[user].add(item)\n",
    "    return trainData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "\n",
    "\"\"\" \n",
    "User-Item \n",
    "\n",
    "User    Item \n",
    "A       {a,b,c}\n",
    "B       {a}\n",
    "\"\"\"\n",
    "def LoadMovieLensData(filepath, train_rate):\n",
    "    ratings = pd.read_csv(filepath)\n",
    "    \"\"\"\n",
    "               userId       tid\n",
    "        0           1  71535643\n",
    "    \"\"\"\n",
    "    train , test = [] , []\n",
    "    random.seed(3) \n",
    "\n",
    "    for idx , row in ratings.iterrows(): \n",
    "        userId = int(row['userId'])\n",
    "        tid = int(row['tid'])\n",
    "\n",
    "        if random.random() < train_rate: \n",
    "            train.append([userId,tid])\n",
    "        else: \n",
    "            test.append([userId,tid])\n",
    "    print(PreProcessData(train))\n",
    "    return PreProcessData(train), PreProcessData(test)\n",
    "train,test =  LoadMovieLensData('./comment_data.csv',0.2)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "75615 - {28162, 14342, 28167, 14344, 17929, 28169, 8, 17414, 19470, 28174, 28177, 5650, 28178, 28179, 12821, 28186, 22044, 12832, 18466, 28195, 18978, 2085, 28198, 19493, 28200, 28204, 28210, 13878, 28215, 19516, 22077, 28221, 28222, 23103, 19521, 25153, 17469, 28228, 28229, 13892, 20554, 28234, 28240, 18513, 28241, 28243, 28244, 20054, 17494, 22105, 28252, 20061, 24158, 28254, 22108, 13921, 9311, 18531, 28262, 17513, 28272, 28273, 28274, 18035, 18548, 11893, 28277, 28278, 5752, 5753, 28279, 18555, 19577, 28285, 20098, 28292, 14471, 17543, 5768, 28298, 19086, 5780, 14485, 2198, 13972, 20120, 28312, 13974, 14488, 14492, 14496, 14499, 5797, 18090, 15531, 28330, 14515, 14003, 28341, 14521, 19133, 19136, 7361, 19650, 18115, 28352, 28353, 28357, 24777, 28361, 18123, 28364, 28365, 28366, 14031, 14027, 14033, 23249, 18131, 19672, 28377, 28378, 5339, 18141, 18142, 15071, 14047, 14049, 18146, 23266, 18660, 20199, 28394, 28395, 18675, 14069, 28406, 18171, 20220, 21757, 28413, 23296, 28419, 28420, 14597, 17670, 14599, 14600, 2826, 20234, 14603, 19213, 18190, 20238, 28432, 19732, 28438, 18203, 21787, 14619, 19742, 13598, 24859, 28445, 24870, 28454, 21800, 14120, 14632, 18219, 28456, 28461, 14126, 17710, 28462, 14641, 14129, 21811, 28465, 24885, 28472, 28474, 19771, 23358, 21823, 28479, 14657, 15170, 19778, 28480, 28481, 15174, 28482, 4936, 28484, 18762, 20299, 28485, 28488, 28494, 21841, 21842, 2385, 14164, 12121, 23386, 4956, 28509, 9055, 28514, 28515, 23396, 28520, 876, 19820, 19310, 18796, 19312, 15217, 28525, 28528, 28530, 28532, 28533, 20343, 2423, 19833, 6522, 13687, 7548, 15228, 28535, 28540, 28542, 15233, 28544, 15235, 20361, 2444, 19853, 28556, 22927, 22929, 14232, 15257, 15258, 23451, 7580, 14236, 5535, 15263, 14243, 20388, 13733, 6054, 14759, 15269, 14250, 19883, 17837, 1453, 5551, 6063, 15281, 6067, 14773, 21942, 19898, 18876, 17853, 18366, 17348, 14277, 6596, 21958, 9159, 14281, 14287, 21974, 21979, 14300, 13789, 21984, 19936, 13794, 21986, 19428, 19430, 18921, 20458, 14315, 13805, 13810, 17912, 18938, 13820, 28159}\n",
      "75624 - {22021, 13318, 14344, 17929, 19470, 22035, 9750, 14362, 6683, 19995, 32, 13862, 22054, 18473, 20012, 21549, 17452, 12848, 19504, 19505, 21555, 22068, 13877, 15414, 22069, 11833, 20027, 22077, 22078, 21568, 21569, 13888, 19520, 22080, 22083, 22086, 11848, 12361, 21578, 5707, 13386, 18505, 22091, 22092, 16977, 21586, 21587, 13906, 21589, 22101, 13913, 5723, 20063, 21599, 21603, 21604, 17510, 2664, 14444, 13933, 9324, 21620, 21621, 21622, 21623, 628, 5753, 21626, 20091, 13948, 13943, 18558, 13951, 8832, 14467, 14471, 21639, 20103, 21645, 21647, 6288, 21650, 14483, 5780, 21652, 19605, 13975, 21656, 20120, 18588, 14495, 21668, 19109, 5796, 13993, 13998, 14511, 14002, 21684, 5819, 21692, 14013, 3262, 19647, 21696, 14016, 19650, 3267, 19652, 14024, 21704, 18121, 21708, 21710, 21712, 21717, 21718, 21719, 21721, 14044, 14046, 1247, 21729, 21736, 21737, 12522, 14571, 14057, 21744, 21745, 14065, 19696, 21749, 13561, 21753, 18175, 17665, 14081, 18179, 21766, 6921, 14602, 21771, 19210, 19725, 18702, 18191, 13072, 19729, 14098, 17171, 20244, 21781, 21782, 14617, 21785, 19742, 12062, 14624, 15137, 14626, 19747, 13604, 805, 20261, 12580, 21800, 14122, 21802, 21803, 19245, 21804, 21805, 19247, 18220, 14130, 11570, 14637, 20274, 21814, 15160, 824, 12090, 11579, 21817, 21818, 21820, 21822, 14648, 21825, 18242, 21828, 12613, 21832, 4936, 14152, 20299, 20301, 4945, 5969, 21841, 21842, 7509, 19797, 19286, 859, 1884, 7517, 21854, 21858, 17762, 12136, 12143, 19311, 13683, 20343, 18297, 19322, 21882, 7548, 21888, 13701, 7559, 18823, 21897, 8074, 15243, 21900, 21902, 18321, 21906, 13718, 8087, 15255, 18840, 21913, 17817, 21918, 12191, 20384, 21919, 21923, 21924, 14246, 15271, 19878, 19882, 17837, 5551, 15281, 12213, 21949, 18367, 5572, 21956, 19912, 21962, 21966, 12751, 21968, 21971, 19928, 20444, 19424, 21985, 12258, 13794, 21988, 21989, 21991, 7145, 20458, 21996, 17903, 20465, 13810, 6131, 22005, 6134, 7163, 22012}\n",
      "80267 - {6147, 10249, 10252, 10255, 10257, 10259, 10260, 10265, 10266, 10267, 10269, 10276, 10279, 6187, 10289, 60, 10301, 10307, 10311, 10313, 10317, 10318, 10321, 2129, 10331, 10334, 10336, 10342, 10346, 10349, 10353, 10355, 10359, 10363, 10364, 10366, 10367, 10371, 10379, 6287, 10389, 10400, 10414, 10424, 10428, 10430, 6340, 6344, 10442, 10443, 10447, 10449, 10452, 10459, 6378, 10476, 10482, 6386, 10487, 10490, 10496, 10497, 10508, 10509, 10510, 10518, 10523, 10524, 10526, 10531, 10534, 10538, 10542, 10558, 10559, 10565, 10572, 10575, 10578, 10581, 10585, 10587, 10589, 10604, 10606, 10608, 10609, 10610, 10612, 10613, 10615, 10625, 10626, 10640, 10643, 10646, 10651, 2463, 10655, 10661, 10664, 10665, 10679, 10681, 10684, 10686, 10687, 10694, 10701, 10723, 10733, 10736, 10751, 10757, 10758, 10768, 10773, 10785, 10787, 10788, 10794, 10795, 10796, 10800, 10806, 10808, 10821, 10822, 10826, 10830, 10836, 10842, 10854, 10860, 10864, 10867, 10868, 10870, 10872, 10873, 10874, 10882, 10890, 10894, 10896, 10898, 10899, 10906, 10907, 10926, 10927, 10928, 10930, 6835, 10936, 10937, 10946, 10960, 2793, 10989, 11001, 11003, 11008, 11011, 11012, 11019, 11022, 11027, 11031, 11032, 11036, 11046, 11055, 11064, 11065, 11076, 11079, 11081, 9035, 9036, 11088, 9043, 11092, 11096, 11100, 11104, 9057, 11105, 11108, 11113, 11114, 9067, 11115, 11118, 9074, 9075, 11127, 11129, 9084, 9085, 11132, 11135, 11137, 11146, 9100, 9103, 11161, 11165, 9122, 11171, 9126, 9127, 9128, 11182, 9141, 11190, 9144, 9145, 9149, 9153, 9154, 11202, 9156, 11206, 11210, 11215, 11219, 11222, 9175, 9178, 11226, 9180, 9182, 9183, 9185, 9187, 11236, 9190, 11239, 11241, 9194, 9196, 11244, 11247, 9201, 11252, 11257, 11258, 5116, 9214, 11264, 9217, 11267, 9222, 11273, 11276, 9232, 9233, 11280, 11284, 9239, 9240, 11287, 9243, 9244, 11291, 11293, 9247, 9248, 9249, 9251, 11299, 11303, 9257, 9260, 9266, 9267, 9270, 9271, 11321, 11322, 9277, 9279, 9286, 9287, 9290, 9294, 11345, 9300, 9303, 9307, 11356, 7262, 9315, 11364, 9318, 9320, 11370, 11371, 9325, 9326, 9327, 11375, 9329, 9336, 11389, 9349, 11398, 9352, 11415, 9368, 11419, 9372, 9374, 11422, 9376, 11425, 9378, 11428, 9381, 11429, 9383, 11432, 11438, 11439, 11440, 11444, 9402, 9403, 9404, 11454, 9411, 9412, 11462, 11463, 9422, 9430, 9431, 9432, 11478, 9442, 11491, 9445, 11494, 9448, 9452, 9453, 5358, 9454, 9456, 9457, 9458, 11500, 9461, 11510, 11511, 9465, 11517, 9470, 11518, 9478, 11528, 11529, 11531, 9485, 11539, 11540, 7445, 11542, 11544, 9497, 11546, 9502, 9504, 11558, 9511, 9516, 9517, 11564, 11565, 9527, 9533, 9534, 9554, 9560, 9564, 9569, 9579, 9585, 7542, 9594, 9599, 9604, 9607, 9611, 9617, 9624, 9626, 9629, 9640, 9652, 9659, 9663, 5572, 9668, 9678, 9683, 9695, 9697, 9700, 9703, 9705, 9710, 9713, 9717, 9721, 1533, 9726, 9733, 9739, 9744, 9753, 9755, 9767, 9775, 9777, 9800, 9801, 9802, 9804, 9807, 9817, 9823, 9829, 9830, 9834, 9847, 9852, 9853, 9856, 9863, 9865, 9870, 9872, 9873, 9877, 9881, 9889, 9894, 9895, 9900, 9901, 5806, 9910, 9913, 5818, 9917, 9923, 9925, 9939, 9942, 9943, 9944, 9945, 9948, 9954, 9956, 9957, 5862, 9963, 9968, 9980, 9984, 9992, 9993, 10000, 10001, 10008, 10009, 10011, 10012, 10013, 10014, 10016, 10017, 10033, 10039, 10047, 10052, 10054, 10061, 10062, 10065, 10068, 5974, 10080, 10081, 10084, 10085, 5993, 6001, 10098, 10110, 10117, 10120, 3978, 10134, 10139, 10143, 10147, 10148, 10158, 10161, 10163, 1977, 10179, 10180, 10186, 10190, 10191, 6096, 10194, 10195, 10202, 10203, 4073, 10221, 6129, 10226, 10230, 10232, 10234}\n",
      "140068129 - {4621, 4622, 5133, 4628, 5142, 4632, 4633, 4634, 5145, 5147, 5152, 4643, 5155, 4649, 5166, 4657, 4663, 5178, 4667, 5185, 4675, 4676, 5188, 5189, 4690, 4692, 4693, 4694, 4701, 4708, 4709, 4710, 4711, 4712, 4714, 4716, 4718, 4722, 4726, 4736, 4737, 4740, 4742, 4743, 4752, 4754, 4756, 4757, 4759, 4762, 4773, 4778, 4791, 4799, 4802, 1226, 4815, 4818, 4828, 4835, 4837, 4839, 4843, 4845, 4846, 4848, 4849, 4850, 4853, 4855, 4856, 4875, 4881, 4887, 4890, 4892, 4894, 4896, 4897, 4899, 4907, 4910, 4919, 4932, 4935, 4941, 4943, 4945, 4958, 4961, 4962, 3940, 4964, 4965, 4967, 4972, 4977, 5000, 5001, 5003, 5005, 5016, 5032, 5034, 5038, 5040, 5042, 5052, 5060, 5069, 2512, 5079, 5082, 5086, 5090, 5109}\n",
      "80556 - {6145, 8193, 8201, 8205, 6164, 8212, 8225, 6182, 8230, 8236, 8243, 8244, 8247, 8248, 8255, 8256, 8257, 8263, 8264, 77, 8275, 8280, 8283, 8285, 8304, 6258, 8307, 8311, 8314, 8315, 129, 8326, 8334, 8347, 8350, 8361, 8364, 8373, 8375, 8377, 6331, 8381, 6336, 8384, 8389, 8391, 6343, 8395, 8401, 8403, 8410, 8412, 8413, 8417, 8419, 8421, 4326, 8423, 8427, 8432, 8434, 8436, 8440, 8450, 262, 2310, 8464, 8478, 8486, 2344, 8491, 8492, 8493, 8497, 8499, 8504, 8507, 8511, 8512, 8513, 8521, 8523, 8525, 8533, 8534, 8538, 8540, 8547, 8548, 8549, 8553, 8556, 8567, 6522, 8574, 8576, 8582, 8583, 8591, 8598, 8599, 8606, 8608, 8611, 8612, 8614, 6567, 8618, 8622, 8627, 8631, 6590, 6592, 8641, 8643, 8647, 6617, 8667, 8675, 8681, 8684, 8688, 8690, 8692, 502, 8697, 8719, 8726, 8727, 8729, 8733, 8742, 8744, 8754, 8768, 6723, 8776, 8777, 8783, 8785, 8793, 8796, 8797, 8802, 8822, 8830, 8833, 8834, 8844, 8855, 8862, 8870, 8891, 8892, 8896, 8897, 8902, 8906, 6863, 6866, 8917, 8921, 8926, 8933, 8934, 8938, 8941, 8943, 8946, 8954, 8955, 8956, 8967, 8970, 8974, 8978, 8983, 8997, 8998, 2855, 9004, 6957, 9006, 9009, 9015, 9032, 7127, 7129, 7131, 7132, 7135, 7136, 7139, 7140, 7145, 7153, 7163, 7168, 7171, 7174, 7185, 7187, 7196, 7199, 7200, 7206, 7209, 7213, 7216, 7217, 7224, 7225, 7228, 7236, 7251, 7272, 7274, 7276, 7277, 7303, 7304, 7318, 7322, 7323, 7324, 7331, 7340, 7343, 7345, 7347, 7350, 7355, 7359, 3265, 7368, 7369, 7371, 7373, 7375, 7380, 7381, 7383, 7388, 7389, 7390, 7394, 7397, 7398, 7400, 7404, 7414, 7419, 7428, 7429, 7432, 7436, 7440, 7443, 7448, 7452, 7462, 7464, 7465, 7468, 7474, 7479, 7485, 7486, 7488, 7496, 7497, 7498, 7510, 7511, 7516, 7517, 7533, 7540, 7543, 7544, 7546, 7558, 7559, 7560, 7568, 7569, 7571, 7577, 7580, 7584, 7593, 5548, 7596, 7604, 7613, 7615, 7620, 3524, 7632, 5589, 7637, 7638, 7639, 7652, 7672, 7674, 7676, 7678, 7681, 7688, 7701, 7702, 7706, 7715, 5668, 7718, 7725, 5684, 7747, 7749, 7751, 5703, 7756, 7764, 7772, 7790, 7791, 7799, 7800, 7804, 7806, 7811, 7814, 5784, 7832, 5786, 7837, 5792, 3744, 7845, 7846, 7847, 7849, 5802, 7850, 7851, 7853, 7854, 7861, 5818, 7867, 5825, 7873, 7875, 7878, 7889, 7890, 7901, 7907, 3815, 3838, 7936, 7939, 7943, 7944, 7945, 7957, 7959, 7962, 7968, 7971, 7973, 7980, 7989, 7990, 7994, 7995, 7996, 7998, 8001, 8004, 8012, 8018, 8022, 8026, 8027, 8030, 8033, 5992, 8040, 8051, 6007, 8061, 8063, 8065, 8069, 8070, 8072, 8074, 8076, 8077, 3982, 8087, 8093, 8095, 8097, 8100, 8101, 8107, 8109, 8111, 8114, 8115, 8116, 8136, 8140, 6099, 8148, 8147, 8151, 8156, 8164, 8173, 8174, 6134, 8182, 8187}\n"
     ]
    }
   ],
   "source": [
    "def UserItemTable(userItemTab):\n",
    "    \"\"\"\n",
    "    建立User-Item倒排表\n",
    "    \"\"\"\n",
    "    item_user = dict()\n",
    "    for user, items in userItemTab.items():\n",
    "        for item in items:\n",
    "            item_user.setdefault(item, set())\n",
    "            item_user[item].add(user)\n",
    "    \n",
    "    for k,v in item_user.items(): \n",
    "        print(f\"{k} - {v}\")\n",
    "    return item_user \n",
    "\n",
    "item_user = UserItemTable(train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "def UserInterSection(item_user):\n",
    "    \"\"\"\n",
    "    建立用户物品交集矩阵W, 其中C[u][v]代表的含义是用户u和用户v之间共同喜欢的物品数\n",
    "    :param item_user: item_user 倒排表\n",
    "    \"\"\"\n",
    "    userInterSection = dict()\n",
    "    for item, users in item_user.items():\n",
    "        for u in users:\n",
    "            for v in users:\n",
    "                if u == v:\n",
    "                    continue\n",
    "                userInterSection.setdefault(u, defaultdict(int))\n",
    "                userInterSection[u][v] += 1  # 将用户u和用户v共同喜欢的物品数量加一\n",
    "\n",
    "UserInterSection(item_user)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math \n",
    "\n",
    "def UserSimMatrix(userItemTab, userInterSection):\n",
    "    \"\"\"\n",
    "    建立用户相似度矩阵\n",
    "    :param userItemTab: User-Item表\n",
    "    :param userInterSection: 用户物品交集矩阵\n",
    "    :return: \n",
    "    \"\"\"\n",
    "    userSimMatrix = dict() #用户相似度矩阵\n",
    "    for u, related_user in userInterSection.items():\n",
    "        for v, cuv in related_user.items():\n",
    "            nu = len(userItemTab[u])\n",
    "            nv = len(userItemTab[v])\n",
    "            userSimMatrix[u][v] = cuv / math.sqrt(nu * nv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from operator import itemgetter\n",
    "def recommend(self, user, N, K):\n",
    "    \"\"\"\n",
    "    用户u对物品i的感兴趣程度：\n",
    "        p(u,i) = ∑WuvRvi\n",
    "        其中Wuv代表的是u和v之间的相似度， Rvi代表的是用户v对物品i的感兴趣程度，因为采用单一行为的隐反馈数据，所以Rvi=1。\n",
    "        所以这个表达式的含义是，要计算用户u对物品i的感兴趣程度，则要找到与用户u最相似的K个用户，对于这k个用户喜欢的物品且用户u\n",
    "        没有反馈的物品，都累加用户u与用户v之间的相似度。\n",
    "    :param user: 被推荐的用户user\n",
    "    :param N: 推荐的商品个数\n",
    "    :param K: 查找的最相似的用户个数\n",
    "    :return: 按照user对推荐物品的感兴趣程度排序的N个商品\n",
    "    \"\"\"\n",
    "    recommends = dict()\n",
    "    # 先获取user喜欢的item数组\n",
    "    related_items = self._trainData[user]\n",
    "    # 将其他用户与user按照相似度逆序排序之后取前K个\n",
    "    for v, sim in sorted(self._userSimMatrix[user].items(), key=itemgetter(1), reverse=True)[:K]:\n",
    "        # 从与user相似的用户的喜爱列表中寻找可能的物品进行推荐\n",
    "        for item in self._trainData[v]:\n",
    "            # 如果与user相似的用户喜爱的物品与user喜欢的物品重复了，直接跳过\n",
    "            if item in related_items:\n",
    "                continue\n",
    "            recommends.setdefault(item, 0.)\n",
    "            recommends[item] += sim\n",
    "    # 根据被推荐物品的相似度逆序排列，然后推荐前N个物品给到用户\n",
    "    return dict(sorted(recommends.items(), key=itemgetter(1), reverse=True)[:N])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(self):\n",
    "    self.similarity()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: '../Data/ml-1m/ratings.dat'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32mc:\\Users\\17914\\Desktop\\travelCF\\base\\utils\\cf_recommendRealize.ipynb 单元格 8\u001b[0m line \u001b[0;36m2\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m__name__\u001b[39m \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m__main__\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m     train, test \u001b[39m=\u001b[39m LoadMovieLensData(\u001b[39m\"\u001b[39;49m\u001b[39m../Data/ml-1m/ratings.dat\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m0.8\u001b[39;49m)\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m     \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39mtrain data size: \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m, test data size: \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m\"\u001b[39m \u001b[39m%\u001b[39m (\u001b[39mlen\u001b[39m(train), \u001b[39mlen\u001b[39m(test)))\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m     UserCF \u001b[39m=\u001b[39m UserCF(train)\n",
      "\u001b[1;32mc:\\Users\\17914\\Desktop\\travelCF\\base\\utils\\cf_recommendRealize.ipynb 单元格 8\u001b[0m line \u001b[0;36m9\n\u001b[0;32m      <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mLoadMovieLensData\u001b[39m(filepath, train_rate):\n\u001b[1;32m----> <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m     ratings \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mread_csv(filepath)\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m \u001b[39m               userId       tid\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=11'>12</a>\u001b[0m \u001b[39m        0           1  71535643\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=12'>13</a>\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[0;32m     <a href='vscode-notebook-cell:/c%3A/Users/17914/Desktop/travelCF/base/utils/cf_recommendRealize.ipynb#X10sZmlsZQ%3D%3D?line=13'>14</a>\u001b[0m     train , test \u001b[39m=\u001b[39m [] , []\n",
      "File \u001b[1;32mc:\\Users\\17914\\Desktop\\AI\\sd-webui-aki\\sd-webui-aki-v4.2\\python\\lib\\site-packages\\pandas\\io\\parsers\\readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[0;32m    899\u001b[0m kwds_defaults \u001b[39m=\u001b[39m _refine_defaults_read(\n\u001b[0;32m    900\u001b[0m     dialect,\n\u001b[0;32m    901\u001b[0m     delimiter,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    908\u001b[0m     dtype_backend\u001b[39m=\u001b[39mdtype_backend,\n\u001b[0;32m    909\u001b[0m )\n\u001b[0;32m    910\u001b[0m kwds\u001b[39m.\u001b[39mupdate(kwds_defaults)\n\u001b[1;32m--> 912\u001b[0m \u001b[39mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n",
      "File \u001b[1;32mc:\\Users\\17914\\Desktop\\AI\\sd-webui-aki\\sd-webui-aki-v4.2\\python\\lib\\site-packages\\pandas\\io\\parsers\\readers.py:577\u001b[0m, in \u001b[0;36m_read\u001b[1;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[0;32m    574\u001b[0m _validate_names(kwds\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mnames\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m))\n\u001b[0;32m    576\u001b[0m \u001b[39m# Create the parser.\u001b[39;00m\n\u001b[1;32m--> 577\u001b[0m parser \u001b[39m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n\u001b[0;32m    579\u001b[0m \u001b[39mif\u001b[39;00m chunksize \u001b[39mor\u001b[39;00m iterator:\n\u001b[0;32m    580\u001b[0m     \u001b[39mreturn\u001b[39;00m parser\n",
      "File \u001b[1;32mc:\\Users\\17914\\Desktop\\AI\\sd-webui-aki\\sd-webui-aki-v4.2\\python\\lib\\site-packages\\pandas\\io\\parsers\\readers.py:1407\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[1;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[0;32m   1404\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moptions[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m kwds[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m   1406\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles: IOHandles \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m-> 1407\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_engine(f, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mengine)\n",
      "File \u001b[1;32mc:\\Users\\17914\\Desktop\\AI\\sd-webui-aki\\sd-webui-aki-v4.2\\python\\lib\\site-packages\\pandas\\io\\parsers\\readers.py:1661\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[1;34m(self, f, engine)\u001b[0m\n\u001b[0;32m   1659\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m mode:\n\u001b[0;32m   1660\u001b[0m         mode \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m-> 1661\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39m=\u001b[39m get_handle(\n\u001b[0;32m   1662\u001b[0m     f,\n\u001b[0;32m   1663\u001b[0m     mode,\n\u001b[0;32m   1664\u001b[0m     encoding\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1665\u001b[0m     compression\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mcompression\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1666\u001b[0m     memory_map\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mmemory_map\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mFalse\u001b[39;49;00m),\n\u001b[0;32m   1667\u001b[0m     is_text\u001b[39m=\u001b[39;49mis_text,\n\u001b[0;32m   1668\u001b[0m     errors\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding_errors\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mstrict\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[0;32m   1669\u001b[0m     storage_options\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mstorage_options\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[0;32m   1670\u001b[0m )\n\u001b[0;32m   1671\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m   1672\u001b[0m f \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles\u001b[39m.\u001b[39mhandle\n",
      "File \u001b[1;32mc:\\Users\\17914\\Desktop\\AI\\sd-webui-aki\\sd-webui-aki-v4.2\\python\\lib\\site-packages\\pandas\\io\\common.py:859\u001b[0m, in \u001b[0;36mget_handle\u001b[1;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[0;32m    854\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39misinstance\u001b[39m(handle, \u001b[39mstr\u001b[39m):\n\u001b[0;32m    855\u001b[0m     \u001b[39m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[0;32m    856\u001b[0m     \u001b[39m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[0;32m    857\u001b[0m     \u001b[39mif\u001b[39;00m ioargs\u001b[39m.\u001b[39mencoding \u001b[39mand\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m ioargs\u001b[39m.\u001b[39mmode:\n\u001b[0;32m    858\u001b[0m         \u001b[39m# Encoding\u001b[39;00m\n\u001b[1;32m--> 859\u001b[0m         handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39;49m(\n\u001b[0;32m    860\u001b[0m             handle,\n\u001b[0;32m    861\u001b[0m             ioargs\u001b[39m.\u001b[39;49mmode,\n\u001b[0;32m    862\u001b[0m             encoding\u001b[39m=\u001b[39;49mioargs\u001b[39m.\u001b[39;49mencoding,\n\u001b[0;32m    863\u001b[0m             errors\u001b[39m=\u001b[39;49merrors,\n\u001b[0;32m    864\u001b[0m             newline\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[0;32m    865\u001b[0m         )\n\u001b[0;32m    866\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    867\u001b[0m         \u001b[39m# Binary mode\u001b[39;00m\n\u001b[0;32m    868\u001b[0m         handle \u001b[39m=\u001b[39m \u001b[39mopen\u001b[39m(handle, ioargs\u001b[39m.\u001b[39mmode)\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../Data/ml-1m/ratings.dat'"
     ]
    }
   ],
   "source": [
    "recommend()"
   ]
  }
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